{"id":"W2790996085","doi":"10.1093/jcag/gwx003","title":"2017 Canadian Association of Gastroenterology Educational Needs Assessment Report","year":2018,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Microscopic Colitis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Association of Gastroenterology","funders":"","keywords":"Medicine; Gastroenterology; Ulcerative colitis; Internal medicine; Inflammatory bowel disease; Diarrhea; Chronic diarrhea; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004298304,0.0003702136,0.0006109038,0.005476529,0.003001211,0.001879476,0.001369502,0.0009118801,0.0318348],"category_scores_gemma":[0.01476311,0.0004126907,0.0006445552,0.00889721,0.0005608377,0.0006342044,0.001479045,0.001651027,0.005574078],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02951957,"about_ca_system_score_gemma":0.116586,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9317238,"about_ca_topic_score_gemma":0.9678873,"domain_scores_codex":[0.9953336,0.0003022923,0.000469734,0.0001822189,0.002995981,0.000716144],"domain_scores_gemma":[0.951844,0.001439452,0.001587451,0.0005250797,0.03703219,0.007571877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006270705,0.0000994232,0.05770194,0.0004619935,0.00002867695,0.0001049066,0.0003446131,0.00005744118,0.00006968914,0.0007057477,0.8730715,0.06729141],"study_design_scores_gemma":[0.00007021335,0.00004204199,0.4546172,0.001437841,0.00003353436,0.0001739958,0.001785634,0.0002100472,0.00007765427,0.0003030879,0.5411907,0.0000580274],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06455673,0.02275378,0.002001569,0.1382727,0.007771079,0.00496514,0.2631656,0.0009444436,0.4955689],"genre_scores_gemma":[0.3721502,0.05714756,0.02691166,0.02548818,0.001738146,0.00780625,0.3568501,0.0004238801,0.1514841],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9704804,"threshold_uncertainty_score":0.2141805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00942207965698749,"score_gpt":0.2786979752836217,"score_spread":0.2692758956266342,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}